The literature search for the assessment corpus was conducted using search terms provided by the experts and refined in co-operation with the Knowldge and Data task force. The search was conducted using OpenAlex, scripted from R to use the API. Search terms for the following searches were defined: Transformative Change, Nature / Environment and additional search terms for individual chapters and sub-chapters To assess the quality of the corpus, sets of key-papers were selected by the experts to verify if these are in the corpus. These key-papers were selected per chapter / sub-chapter to ensure that the corpus is representative of each chapter.
The following terminology is used in this document:
Individual corpus: The corpus resulting from one search term, e.g. transformative or nature or ChX_Y
Assessment Corpus: The corpus resulting from the search terms transformative AND nature
Chapter corpus: The corpus resulting from transformative AND Nature AND ChX_Y
The following searches are conducted on Title and Abstrat only as the availability of fulltext drops in 2020. OpenAlex did “inherit” fro Microsoft Academic their initial corpus in 2021 which contained a lot of fulltext for searches. After that time, other sources had to be used which did not include fulltext for searches. To eliminate this bias, we linit the search for terms in abstract and title only.
Schematic Overview
TODO
Search Terms
Here are the search terms used in this document. They were provided by the authors, and some adaptations were done by the tsu to adopt them for OpenAlex.
Transformative Change
Show the code
cat(params$s_1_transformative_change)
(
(
(
transformation
OR transition
OR transformative
OR "transformative change"
)
OR (
(
shift
OR change
)
AND (
fundamental
OR deep
OR radical
)
)
)
AND (
socio
OR social
OR politics
OR political
OR governance
OR economic
OR cultural
OR system
OR technological
OR inner
OR personal
OR financial
OR business
)
)
OR (
(
"transformative change"
OR "deliberate transformation"
OR "transformative turn"
OR transition
OR "social-ecological change"
OR "deep change"
OR "fundamental alteration"
OR "profound change"
OR "profound transformation"
OR "radical transformation"
OR "transformational change"
OR "complete change"
OR "complete transformation"
OR "drastic change"
OR "in-depth transformation"
OR "progressive change"
OR "radical alteration"
OR "radical change"
OR "revolutionary change"
OR "significant modification"
OR "total transformation"
OR transition
OR pathway
OR power
OR agency
OR scale
OR leverage
OR context
OR process
OR regime
OR shift
OR views
OR value
OR structure
OR institution
OR deliberate
OR structural
OR fundamental
OR system
OR deep
OR radical
OR profound
OR drastic
OR widespread
OR political
OR economical
OR structur
OR complete
OR progressive
OR revolutionary
OR substantial
OR significant
)
AND (
transformation
OR alteration
OR change
OR turn
OR action
OR transition
OR shift
)
)
Nature
Show the code
#|cat(params$s_1_nature_environment)
biodiversity
OR marine
OR terrestrial
OR forest
OR woodland
OR grassland
OR savanna
OR shrubland
OR peatland
OR ecosystem
OR lake
OR river
OR sea
OR ocean
OR meadow
OR heathland
OR mires
OR bog
OR tundra
OR biosphere
OR desert
OR mountain
OR "natural resource"
OR estuary
OR fjord
OR fauna
OR flora
OR soil
OR "coastal waters"
OR wetland
OR freshwater
OR marshland
OR marches
OR dryland
OR seascape
OR landscape
OR coast
OR "arable land"
OR "agricultural land"
OR "natural environment"
OR "environmental resource"
OR agroforest
OR "agro-forest"
OR plantation
OR "protected areas"
OR chaparral
OR sustainable
OR environment
OR conservation
OR ecosystem
OR nature
OR planet
OR Earth
OR biosphere
OR ecological
OR "socio-ecological"
OR restoration
OR wildlife
OR landscape
OR species
OR bioeconomy
OR "resource system"
OR "coupled system"
OR nature
Assessment Corpus
Show the code
#|cat(params$s_1_tca_corpus)
( biodiversity
OR marine
OR terrestrial
OR forest
OR woodland
OR grassland
OR savanna
OR shrubland
OR peatland
OR ecosystem
OR lake
OR river
OR sea
OR ocean
OR meadow
OR heathland
OR mires
OR bog
OR tundra
OR biosphere
OR desert
OR mountain
OR "natural resource"
OR estuary
OR fjord
OR fauna
OR flora
OR soil
OR "coastal waters"
OR wetland
OR freshwater
OR marshland
OR marches
OR dryland
OR seascape
OR landscape
OR coast
OR "arable land"
OR "agricultural land"
OR "natural environment"
OR "environmental resource"
OR agroforest
OR "agro-forest"
OR plantation
OR "protected areas"
OR chaparral
OR sustainable
OR environment
OR conservation
OR ecosystem
OR nature
OR planet
OR Earth
OR biosphere
OR ecological
OR "socio-ecological"
OR restoration
OR wildlife
OR landscape
OR species
OR bioeconomy
OR "resource system"
OR "coupled system"
OR nature )
AND
( (
(
(
transformation
OR transition
OR transformative
OR "transformative change"
)
OR (
(
shift
OR change
)
AND (
fundamental
OR deep
OR radical
)
)
)
AND (
socio
OR social
OR politics
OR political
OR governance
OR economic
OR cultural
OR system
OR technological
OR inner
OR personal
OR financial
OR business
)
)
OR (
(
"transformative change"
OR "deliberate transformation"
OR "transformative turn"
OR transition
OR "social-ecological change"
OR "deep change"
OR "fundamental alteration"
OR "profound change"
OR "profound transformation"
OR "radical transformation"
OR "transformational change"
OR "complete change"
OR "complete transformation"
OR "drastic change"
OR "in-depth transformation"
OR "progressive change"
OR "radical alteration"
OR "radical change"
OR "revolutionary change"
OR "significant modification"
OR "total transformation"
OR transition
OR pathway
OR power
OR agency
OR scale
OR leverage
OR context
OR process
OR regime
OR shift
OR views
OR value
OR structure
OR institution
OR deliberate
OR structural
OR fundamental
OR system
OR deep
OR radical
OR profound
OR drastic
OR widespread
OR political
OR economical
OR structur
OR complete
OR progressive
OR revolutionary
OR substantial
OR significant
)
AND (
transformation
OR alteration
OR change
OR turn
OR action
OR transition
OR shift
)
) )
Chapter 1
01
Show the code
#|cat(params$s_1_ch1_01)
(
root
OR underlying
OR indirect
)
AND (
driver
OR cause
)
02
Show the code
#|cat(params$s_1_ch1_02)
equity
OR inequity
OR just
OR unjust
OR inequality
OR equality
OR Fair
OR unfair
03
Show the code
#|cat(params$s_1_ch1_03)
scale
OR impact
OR leapfrog
OR transfer
04
Show the code
#|cat(params$s_1_ch1_04)
inclusive
OR participation
OR participatory
OR engagement
OR democratic
OR coproduct
OR transdisc
OR multiactor
OR "multi-actor"
OR integrat
05
Show the code
#|cat(params$s_1_ch1_05)
evaluate
OR reflex
OR reflect
OR monitor
OR adapt
OR learn
06
Show the code
#|cat(params$s_1_ch1_06)
responsib
OR accountable
OR rights
OR steward
OR reciprocity
OR interdependent
OR interdependency
OR (
relation
OR relational
OR plural
OR diverse
OR "sustainability-aligned"
OR (
care
AND (
value
OR ethic
)
)
)
Chapter 2
Show the code
#|cat(params$s_1_ch2)
vision
OR future
OR visionary
OR scenarios
OR imagination
OR imagery
OR creativity
OR desire
OR wish
OR visioning
OR process
OR "participaory process"
OR "deliberate process"
OR polics
OR target
OR view
OR value
OR cosmovision
OR cosmocentric
OR dream
OR fiction
OR hope
OR mission
OR objective
OR story
OR worldview
OR aspiration
OR action
OR plan
OR strategy
OR intention
OR model
OR solution
OR innovation
OR perspective
OR platform
OR collective action
OR cooperation
OR consultation
OR coalition
OR response
OR movement
OR effort
OR initiative
OR activity
OR reaction
OR performance
OR operation
OR effect
OR task
OR project
OR influence
OR moment
OR discourse
OR motivation
OR iteration
OR roadmap
OR agenda
OR project
OR programm
OR government
OR technique
OR inspiration
OR culture
OR universe
OR reality
OR fantasy
OR perception
OR visualization
OR approach
OR image
OR arquetype
OR existence
OR cosmology
OR co - production
OR knowledge
OR dialogue
OR transmission
OR conceptual
OR ceremony
OR relationships
OR respect
OR reciprocity
OR responsibilities
OR solidarity
OR harmony
OR self - determination
OR community
OR spiritual
OR languague
OR territory
OR opportunity
OR sight
OR foresight
OR idea
OR appearance
Chapter 3
01
Show the code
#|cat(params$s_1_ch3_01)
Technology
OR Science
OR "science-society"
OR "science-technology"
OR Solution
02
Show the code
#|cat(params$s_1_ch3_02)
"co-create"
OR "co-creation"
OR solution
OR knowledge
OR system
OR "t-lab"
OR "technology laboratory"
OR education
OR "socio-technical"
03
Show the code
#|cat(params$s_1_ch3_03)
System
OR pathways
OR connect
OR Agroecolog
OR Institutional
OR Institution
OR Government
04
Show the code
#|cat(params$s_1_ch3_04)
inner
OR Personal
OR Religion
OR Love
OR Loving
OR Feelings
OR Stewardship
OR Care
OR Beliefs
OR Belief
OR believe
OR Awareness
OR "Self-Awareness"
05
Show the code
#|cat(params$s_1_ch3_05)
Worldviews
OR Grassroot
OR "Community-based"
OR Indigenous
OR Leadership
OR "Critical Science"
OR Econfeminism
OR "Political Ecology"
OR Power
OR Agency
OR Environment
06
Show the code
#|cat(params$s_1_ch3_06)
Economic
OR "Political Economy"
OR institution
OR govern
OR economy
OR governance
OR government
OR globalization
OR states
OR colonial
OR colonialiasism
OR labour
OR organization
OR organisation
Chapter 4
01
Show the code
#|cat(params$s_1_ch4_01)
(
challenge
OR barrier
OR obstacle
OR hinder
OR hindrance
OR block
OR prevent
OR deter
OR inertia
OR "path dependence"
OR "path dependency"
OR stasis
OR "lock-in"
OR trap
OR habits
OR habitual
OR "status quo"
OR power
OR "limiting factOR"
)
AND (
economic inequality
OR "Wealth concentration"
OR "Socioeconomic inequality"
OR financialization
OR "uneven development"
OR Financialization
OR "Structural adjustment"
OR "Sovereign Debt"
OR inequality
OR "Policy effectiveness"
)
02
Show the code
#|cat(params$s_1_ch4_02)
(
challenge
OR barrier
OR obstacle
OR hinder
OR hindrance
OR block
OR prevent
OR deter
OR inertia
OR "path dependence"
OR "path dependency"
OR stasis
OR "lock-in"
OR trap
OR habits
OR habitual
OR status quo
OR power
OR "limiting factor"
)
AND (
"clean technology"
OR "clean innovation*"
OR "sustainable innovation"
OR "sustainable technological innovation"
)
AND (
"limited access"
OR "limited availability"
OR "lack of access"
OR "unavailability"
)
Chapter 5
Vision
Show the code
#|cat(params$s_1_ch5_vision)
Case
Show the code
#|cat(params$s_1_case)
"case study"
OR case
OR "study area"
OR example
OR evaluation
OR concrete
OR empirical
OR practical
OR initiative
Vision & Case
Topics
OpenAlex assigns topics to each work in a hirarchical manner:
Please see here for more information and here for a complete list of all topics and their corresponding subfields, fields and domains.
Methods
Get and calculate Data from OpenAlex
These data is gathered from OpenAlex directly, not using the downloaded TCA Corpus. The data is used to assess the quality of the TCA Corpus.
The corpus download will be stored in data/pages and the arrow database in data/corpus.
This is not on github!
The corpus can be read by running get_corpus() which o[pens the database so that then it can be fed into a dplyr pipeline. After most dplyr functions, the actual data needs to be collected via collect().
Only then is the actual data read!
Needs to be enabled by setting eval: true in the code block below.
The Sectors definition is based on the subfields assigned to each work by OpenAlex. These were grouped by experts into sectors. See this Google Doc for details.
#|if (!dir.exists(params$corpus_authors_dir)) { con <- duckdb::dbConnect(duckdb::duckdb(), read_only =FALSE)corpus_read(params$corpus_dir) |> arrow::to_duckdb(table_name ="corpus", con = con) |>invisible()paste0("CREATE VIEW corpus_unnest AS ","SELECT ","corpus.id AS work_id, ","corpus.publication_year AS publication_year, ","UNNEST(author).au_id AS au_id, ","UNNEST(author).au_display_name AS au_display_name, ","UNNEST(author).au_orcid AS au_orcid, ","UNNEST(author).author_position AS author_position, ","UNNEST(author).is_corresponding AS is_corresponding, ","UNNEST(author).au_affiliation_raw AS au_affiliation_raw, ","UNNEST(author).institution_id AS institution_id, ","UNNEST(author).institution_display_name AS institution_display_name, ","UNNEST(author).institution_ror AS institution_ror, ","UNNEST(author).institution_country_code AS institution_country_code, ","UNNEST(author).institution_type AS institution_type, ","UNNEST(author).institution_lineage AS institution_lineage ","FROM ","corpus " ) |>dbExecute(conn = con)paste0("COPY ( ","SELECT * FROM corpus_unnest ",") TO '", params$corpus_authors_dir, "' ","(FORMAT PARQUET, COMPRESSION 'SNAPPY', PARTITION_BY 'publication_year')" ) |>dbExecute(conn = con) duckdb::dbDisconnect(con, shutdown =TRUE)}
Here we show the number of hits for the key papers in the different individual corpi. The columns represent the different search terms as defined in Section 2.2.
Each column is a different search term, and each row consists of the key papers of a specific chapter and the author who provided the key papers. The number is the number of key papers occurring in the Individual Corpus.
The red line is the cumulative proportion of publications, the blue line the cumulative proportion of all of the Op[enAlex corpus. Both use the secondeary (red) axis.
Warning in instance$preRenderHook(instance): It seems your data is too big for
client-side DataTables. You may consider server-side processing:
https://rstudio.github.io/DT/server.html
The file strategies_options.txt contains the terms for the different strategies and options.
I will now iterate through all of them and identify the number of hits per individual search term. This can be used as a result in itself in interpreting the importance of each term as well as to shorten the search term to be able to use it together with the TCA search term.
Methods
Show the code
#|if (!file.exists(file.path("data", "tca_corpus", "strategies_options.rds"))) {# Read the lines from the file sts <-readLines("input/tca_corpus/search terms/strategies_options.txt")# Remove empty or NA lines or Main header ("# ") sts <- sts[!is.na(sts) &nchar(sts) >0] sts <-grep("^# ", sts, invert =TRUE, value =TRUE)# Create a vector that indicates where each new first-level element should start split_points_level1 <-cumsum(grepl("^## \\(", sts))# Split the vector into a list list_sts_level1 <-split(sts, split_points_level1)# For each first-level element, split into second-level elements list_sts_level2 <-lapply(list_sts_level1, function(x) { split_points_level2 <-cumsum(grepl("^###", x))split(x, split_points_level2) })# Remove the lines with "## (" and "###" from each element of the list sts_split <-lapply( list_sts_level2,function(x) {lapply( x,function(y) { res <- y[!grepl("^## \\(|^###", y)]if (length(res) ==0) { res <-NULL }return(res) } ) } ) sts_split <-lapply( sts_split,function(sts) { i <-sapply( sts, length ) >0return(sts[i]) } )# Extract the names for the first-level list names_level1 <-gsub("^## \\(|\\)$", "", sts[grepl("^## \\(", sts)])# Extract the names for the second-level lists names_level2 <-lapply(list_sts_level1, function(x) gsub("^### |\\)$", "", x[grepl("^###", x)]))names(names_level2) <- names_level1# Assign the names to the first-level listnames(sts_split) <- names_level1 sts_split <-Map(setNames, sts_split, names_level2) result <-lapply( sts_split,function(sts) {lapply( sts,function(st) { result <-list() result$term <-paste(st, collapse =" ") result$count <-NA result$years <-NA result$assess_search_terms <-NAtry( { result$count <- openalexR::oa_fetch(title_and_abstract.search = IPBES.R::compact(paste0("(", params$s_1_tca_corpus, ") AND (", result$term, ")")),count_only =TRUE,output ="list",verbose =TRUE )$count result$years <- openalexR::oa_fetch(title_and_abstract.search = IPBES.R::compact(paste0("(", params$s_1_tca_corpus, ") AND (", result$term, ")")),group_by ="publication_year",output ="dataframe",verbose =TRUE ) },silent =TRUE ) result$assess_search_terms <-assess_search_term(st = st,remove =" OR$",excl_others =FALSE,mc.cores =8 ) |> dplyr::arrange(desc(count))return(result) } ) } )saveRDS(result, file.path("data", "tca_corpus", "strategies_options.rds"))}
2) Drive systemic change in the sectors most responsible for biodiversity loss. – Green infrastructure
term
count
“Public transport”
50683
“Constructed wetland”
16539
“Green infrastructure”
9837
Biofilter
8823
“Urban park”
8271
“Urban forest”
8018
“Green roof”
7302
“Water infrastructure”
5901
“Energy efficient building”
4941
“Sustainable infrastructure”
2755
“Riparian buffer”
2456
“green logistics”
1936
“Permeable pavement”
1785
“Green wall”
1609
“Rain garden”
1239
“Ecological restoration project”
1030
“Green street”
580
“Sustainable drainage system”
576
“Floodplain restoration”
375
“Living shoreline”
336
Bioswale
335
“Vegetated swale”
192
“Access to urban service”
110
“Multi-purpose structure”
44
“Urban agriculture space”
29
“Blue-green corridor”
10
“Articulated density in city”
0
“Food storage and delivery system”
0
[[2]][[4]]
2) Drive systemic change in the sectors most responsible for biodiversity loss. – Green technology
term
count
“Wind turbine”
115933
Biofuel
82811
Biomimetic
63089
microgrid
53042
“Solar panel”
27106
“Geothermal energy”
16466
“Smart meter”
14674
“Hybrid vehicle”
10316
“local currency”
3995
“Solar photovoltaic system”
3619
“Climate-smart agriculture”
2995
“Green building material”
920
“Fuel-efficient vehicle”
665
Minigrid
435
“Biomass energy production”
359
“Coordinated transport”
253
“energy sharing platform”
11
“Coordinated heating”
6
“Replacement fertilizer”
6
“Small renewable energy technology”
1
“Coordinated electrification”
0
“High Carbon Stock landscape”
0
“Microbial plant bio-fertilizer”
0
“Microbial plant bio-stimulant”
0
“Microbial plant regulator”
0
“Microbial plant biocide”
0
[[2]][[5]]
2) Drive systemic change in the sectors most responsible for biodiversity loss. – Market-based mechanisms
term
count
“Corporate Social Responsibility”
79700
“Environmental Tax”
4142
“carbon credit”
3869
“income transfer”
2509
“Socially responsible investment”
2353
“Reducing Emission from Deforestation and Forest Degradation”
1891
“Derivative trading”
1100
“Cap and Trade System”
1069
“Tradable permit”
1016
“Subsidy Reform”
1015
“Biodiversity offset”
753
“Trade ban”
457
“Compensation for environmental damage”
182
“Commodity future”
176
“cap and share”
78
“Mitigation for environmental damage”
78
“Ecological fiscal transfer”
51
“Restoration for environmental damage”
20
“Reform environmental-harmful subsidy”
11
“Market-based financing mechanism”
9
“Biodiversity compensation policy”
7
“True cost pricing”
5
“Commodity chain regulation”
3
“Biodiversity bond”
0
“cross-compliance incentive”
0
“Environmental-positive subsidy”
0
“Eco-entrepreneurship Support”
0
[[2]][[6]]
2) Drive systemic change in the sectors most responsible for biodiversity loss. – Market regulation
term
count
“Compliance”
562294
Enforcement
485906
“Corporate social responsibility”
79700
Quota
59901
“public procurement”
15624
“Regulatory measure”
6188
“Licensing and Permitting”
4742
“Pollution Control Measure”
1357
“Limit on pollution”
429
“Sustainable public procurement”
394
“Wildlife trade regulation”
33
“Regulation of Resource Extraction”
6
“Cap resource consumption”
1
“converson off-budget subsidies”
0
“Food market transparency”
0
“Legislative control over pesticide use”
0
“sanction to biodiversity damage”
0
“Unsustainable use of biodiversity sanction”
0
[[2]][[7]]
2) Drive systemic change in the sectors most responsible for biodiversity loss. – Sustainable production
term
count
Compost
79975
Agroforestry
24385
“Crop rotation”
23511
“Sustainable production”
18970
“Organic agriculture”
9885
“fair trade”
9877
“Sustainable design”
9412
“Conservation tillage”
6468
“Crop diversification”
3766
“Climate-smart agriculture”
2995
“Sustainable fishing”
815
“Regenerative agriculture”
631
“Reduced impact logging”
577
“Biological agriculture”
526
“Carbon farming”
509
“Swidden agriculture”
479
“Responsible production”
473
“Sustainable agricultural intensification”
422
“Sustainable fishing practice”
154
“Regenerative farming”
108
“Best practice in production”
72
“Holistic planned grazing”
24
Agroecolog”
5
[[3]] [[3]][[1]]
3) Transform economic systems to address power inequities and extractivist activities – Alternative business models
term
count
“Open Source”
210539
“Fair Trade”
9877
“Collaborative Consumption”
1236
“Cradle-to-Cradle”
1219
“Community-supported Agriculture”
1184
“Benefit Corporation”
916
“Alternative business model”
507
“B-Corp”
281
“B-Corporation”
265
“Platform Cooperative”
146
“Subscription-based Model”
118
“Employee-owned Business”
48
[[3]][[2]]
3) Transform economic systems to address power inequities and extractivist activities – Alternative economic models
term
count
Commoning
5681237
“Circular economy”
39230
“Sharing economy”
10158
Bioeconomy
7691
Degrowth
2341
“circular bioeconomy”
1682
“Caring economics”
915
“Ecosystem accounting”
511
“Steady state economy”
331
“Natural capital accounting”
317
“Mainstreaming biodiversity”
210
“Alternative economic model”
177
“downscale production”
10
“Ecosystem services provisioning scheme”
0
[[3]][[3]]
3) Transform economic systems to address power inequities and extractivist activities – Environmental governance
term
count
“Food sovereignty”
3838
“Guidelines for Securing Sustainable Small-Scale Fisheries”
94
“Guidelines on the Responsible Governance of Tenure of Land Fisheries and Forests”
43
“Land and water stewardship”
7
[[3]][[4]]
3) Transform economic systems to address power inequities and extractivist activities – Supply chain governance and transparency
term
count
Standard
5514663
Labeling
1520217
Certification
270444
Guideline
246662
“ISO Standard”
8797
“Third-party auditing”
491
“Third-party verification”
416
“Public procurement policy”
340
“Mandatory reporting requirement”
193
“Whistleblower protection law”
64
“Consumer demand for transparency”
9
“Collaborative supply chain initiative”
8
“Corporate disclosure mandate”
2
“relocalize economy”
2
“Supplier code of conduct requirement”
1
“Blockchain technology for supply chain tracking”
0
“Multi-stakeholder partnership for transparency”
0
“Supply chain traceability regulation”
0
“Traffic light nutrient labeling”
0
[[3]][[5]]
3) Transform economic systems to address power inequities and extractivist activities – Sustainable consumption
term
count
reuse
490100
recycle
425733
“Sustainable consumption”
7511
“reduce consumption”
7473
“plant-based diet”
4246
“shared ownership”
3616
“Responsible consumption”
2105
“green consumption”
1991
“Collaborative Consumption”
1236
“Tax on consumption”
943
“Food waste reduction”
860
“Dietary transition”
674
“Normative feedback”
508
“Behavioral nudge”
298
“shared consumption”
285
“Localized food system”
81
“frugal consumption”
26
“Sustainable sourcing practice”
20
“Fee on consumption”
14
“low-impact diet”
5
“Campaign on consumer good”
0
“ban on planned obsolescence”
0
“Overbuying discouragement”
0
“relocalize consumption”
0
[[3]][[6]]
3) Transform economic systems to address power inequities and extractivist activities – Sustainability and well-being measures
term
count
“Human Development Index”
12570
“Ecological Footprint”
9557
“Living Standards Survey”
1603
“Gross National Happiness”
779
“World Happiness Report”
252
“Genuine Progress Indicator”
234
“Social Progress Index”
225
“Happy Planet Index”
177
“Index of Sustainable Economic Welfare”
147
“Inclusive Wealth Index”
37
“wellbeing budget”
32
“Doughnut planning”
1
[[4]] [[4]][[1]]
4) Transform governance systems to be inclusive accountable and adaptive. – Anti-corruption measures
term
count
“Convention against Corruption”
821
“Address corruption”
478
“measures against corruption”
94
“Whistleblower protection law”
64
“Disempowering corruption”
0
“Disempowering elitism”
0
“Disempowering lobbyism”
0
“Dismantle vested interests”
0
[[4]][[2]]
4) Transform governance systems to be inclusive accountable and adaptive. – Customary governance
term
count
“Customary law”
11386
“Indigenous education”
2429
“Community cooperation”
928
“Customary institution”
710
“Customary norm”
667
“Customary tenure”
501
“Resource stewardship”
423
“Indigenous and local knowledge”
383
“Indigenous jurisdiction”
118
“Intergenerational knowledge transmission”
25
“IPLC governance”
1
“Customary access right”
0
“IPLC led code of conduct”
0
“IPLC livelihood and economy”
0
[[4]][[3]]
4) Transform governance systems to be inclusive accountable and adaptive. – Engagement and participation
term
count
Participation
1124731
“Co-Design”
26965
“Co-Creation”
23215
“Stakeholder engagement”
13099
“Community-Based Participatory Research”
6990
“Community-based natural resource management”
971
“Community-based monitoring”
578
“Citizen Science Initiative”
571
“Multi-stakeholder platform”
331
“Public participation in environmental impact assessment”
161
“Online Platform and Social Media”
86
“Global action network”
38
“Capacity Building and Training Program”
27
“Deliberative Democracy Process”
20
“Community Meeting and Workshop”
14
“Participatory Mapping and GIS”
14
“Public Consultation and Hearing”
8
“Participatory evaluation and learning”
7
“Participation in international process”
6
“Legal and Policy Framework for Participation”
2
“Participatory approach to restoration”
1
“Indigenous and local community participation in decision-making”
0
[[4]][[4]]
4) Transform governance systems to be inclusive accountable and adaptive. – Governance and democratic processes
term
count
“Policy monitoring”
1023
“Conflict resolution mechanism”
998
“Capacity building initiative”
951
“Citizen assembly”
595
“Adaptive management framework”
384
“Local governance structure”
273
“Open government initiative”
270
“Participatory decision-making process”
232
“Deep democracy”
231
“Access to information law”
186
“Transparency and accountability mechanism”
55
“Policy co-design”
24
“Bottom-up governance approach”
17
“Policy co-creation”
17
“Gender-responsive governance”
12
“Deliberative democracy mechanism”
8
“Gender inclusive governance”
8
“Accountable evaluation and learning”
0
“Culturally appropriate governance model”
0
[[4]][[5]]
4) Transform governance systems to be inclusive accountable and adaptive. – International agreements
term
count
CITES
2817932
CMS
81609
“Sustainable Development Goal”
65648
SDG
47842
“International agreement”
23236
“Paris Agreement”
12850
“Kyoto Protocol”
11287
“United Nations Framework Convention on Climate Change”
5021
“Convention on Biological Diversity”
4911
“Agenda 21”
4346
“Bilateral agreement”
4222
“Montreal Protocol”
2967
“MARPOL”
1628
“Stockholm Convention”
1578
“Multilateral environmental agreement”
1175
“Global trade system”
1115
“Ramsar Convention”
1106
“Nagoya Protocol”
1099
“Convention on International Trade in Endangered Species of Wild Fauna and Flora”
929
“Basel Convention”
720
“Minamata Convention”
707
“Rio Declaration”
695
“Cartagena Protocol”
648
“EU Green Deal”
387
“International Treaty on Plant Genetic Resources for Food and Agriculture”
381
“United Nations Convention to Combat Desertification”
363
“International Convention for the Prevention of Pollution from Ships”
346
“Aichi Biodiversity Target”
330
“Rotterdam Convention”
170
“Convention on Migratory Species”
117
“BBNJ Agreement”
107
“Shipping agreement”
34
“High Seas Treaty”
25
“Global deal for nature”
18
“Freshwater treaty”
17
“Agreement under the United Nations Convention on the Law of the Sea on the Conservation and Sustainable Use of Marine Biological Diversity of Areas beyond National Jurisdiction”
11
“Genetic resource agreement”
0
[[4]][[6]]
4) Transform governance systems to be inclusive accountable and adaptive. – Legislative reforms
term
count
“Institutional reform”
13126
“Judicial independence”
4317
“Anti-discrimination law”
2158
“Institutional entrepreneurship”
1259
“Freedom of information law”
404
“Ombudsman institution”
332
“Decentralization law”
181
“Equitable access to justice”
28
“Public participation law”
16
“Legal empowerment of marginalized group”
1
“Environmental justice mechanism”
0
“Institutional setting reform”
0
[[5]] [[5]][[1]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Behavioral change
term
count
“Behavioral change”
85330
“Social norm”
42554
Nudging
21076
“Consumption reduction”
5735
“Peer-to-peer communication”
1581
“Choice architecture”
1416
“Food waste reduction”
860
“Dietary transition”
674
“Normative feedback”
508
“Behavioral nudge”
298
“Campaign on consumer goods”
2
“Overbuying discouragement”
0
[[5]][[2]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Capacity building
term
count
“Capacity building”
50499
“Awareness campaign”
12678
“Capacity development”
7150
“Practical learning”
3514
“Cultural revitalization”
622
“Cultural exchange program”
210
“Inner capacity”
142
“Inner development goal”
9
“Indigenous Peoples’ rights training and capacity building”
0
“Leadership and capacity for action”
0
[[5]][[3]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Cultural change
term
count
“Education program”
143356
“Social media platform”
36586
“Artistic expression”
9594
“Cultural transformation”
7760
“Cultural event”
6707
“Cultural narrative”
3324
“Mass media campaign”
1887
“Community dialogue”
743
“Regenerative culture”
213
“Youth empowerment program”
105
“Civic engagement initiative”
69
“Storytelling initiative”
55
[[5]][[4]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Education
term
count
Curriculum
616817
Imagination
172136
“K-12”
48788
“Environmental education”
28727
“Experiential learning”
28157
“Social learning”
27057
“Solution space”
18227
“Adult learning”
12400
“Transformative learning”
7873
“Transformational learning”
1724
“Experiential teaching”
908
“Transformation lab”
45
“Imagination infrastructure”
2
[[5]][[5]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Holistic approaches to sustainability
term
count
“Community health”
85724
“One health”
16669
“Cultural pluralism”
3428
“Alternative vision”
3273
“Planetary health”
3026
“Harmony with nature”
2531
“Holistic management”
2074
“Water-energy-food nexus”
1363
“Rights of nature”
1304
“Indigenous worldview”
833
Ecohealth
639
“Respect for cultural diversity”
296
“Holistic worldview”
286
“Living in balance”
188
“Unitive education”
187
“Eco-centrism”
120
“Unitive vision”
47
“Unitive narrative”
30
“Interconnectedness of all life forms”
9
“Natural social contract”
9
“Recognition of the intrinsic value of biodiversity”
1
“Localism and decentralization of governance”
0
“Recognition of indigenous wisdom and knowledge”
0
[[5]][[6]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Network and collaboration
term
count
Facilitator
2313586
Connector
660839
“Social network”
279475
Multiplier
274352
Intermediary
98316
“Learning network”
18760
“Change agent”
11920
“Knowledge network”
7590
“Community network”
6219
“Policy network”
6169
“Technology network”
3911
“Collaborative initiative”
2578
“Advocacy network”
1582
“Boundary spanner”
1467
“Partnership network”
762
“Boundary organization”
474
“Multi-stakeholder platform”
331
“Innovation broker”
133
“Respectful partnership”
126
“Transition intermediary”
47
“Middle actor”
42
“Indigenous peoples’ network”
5
“New collaborative setting”
2
[[5]][[7]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Knowledge co-creation
term
count
“Local knowledge”
17732
“Indigenous knowledge”
16922
“Knowledge system”
16010
“Knowledge co-production”
777
“Knowledge co-creation”
512
“Co-creation of knowledge”
484
“Indigenous and local knowledge”
383
“Art-science collaboration”
207
“Collaborative knowledge production”
169
“Participatory research and development”
100
“Weaving knowledge”
72
“Breeding knowledge”
67
“Collaborative research and learning”
42
“Multiple evidence-based approach”
22
“Collective knowledge generation”
19
“Jointly constructed knowledge”
12
“Joint knowledge development”
10
“Participatory knowledge creation”
8
“Knowledge co-design”
7
“Co-creative inquiry”
5
[[5]][[8]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Psychological change
term
count
Oneness
20011215
Connection
1441130
“Paradigm shift”
73063
Mindset
55890
“Support group”
30265
“Belief system”
16999
“Developmental psychology”
11354
Epiphany
7865
“Personal meaning”
4679
“Personal transformation”
2058
Biophilia
1454
“Identity shift”
974
“Inner transformation”
385
“Transformative learning spaces”
66
[[5]][[9]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Spiritual and cultural practices
term
count
Presence
5931575
Connectedness
1166901
Ritual
182022
Wisdom
161367
Festival
115070
Spirituality
84991
Mindfulness
80008
Ceremony
60735
HNC
12190
Psychedelic
7859
“Environmental stewardship”
4158
“Cultural preservation”
2479
“Connection to nature”
2376
“Interfaith dialogue”
1794
“Plant medicine”
1099
“Spiritual connection”
990
“Community solidarity”
871
“Cultural revitalization”
622
“Prayer and meditation”
466
“Community bond”
293
“Human-nature connection”
128
“Human-nature connection”
128
“Sacred teaching”
98
“Human-nature relation”
60
“Interfaith collaboration”
44
“Ethical framework and value”
13
“Continuity with ancestors”
10
[[5]][[10]]
5) Promote narratives and norms of unity in diversity in support of global sustainability goals. – Values for sustainability
@report{krug2024,
author = {Krug, Rainer M.},
title = {Data {Management} {Report} {Transformative} {Change}
{Assessment} {Corpus} - {SOD}},
date = {2024-04-18},
doi = {10.5281/zenodo.10251349},
langid = {en},
abstract = {The literature search for the assessment corpus was
conducted using search terms provided by the experts and refined in
co-operation with the Knowldge and Data task force. The search was
conducted using {[}OpenAlex{]}(https://openalex.org), scripted from
{[}R{]}(https://cran.r-project.org) to use the
{[}API{]}(https://docs.openalex.org). Search terms for the following
searches were defined: **Transformative Change**, **Nature /
Environment** and **additional search terms for individual chapters
and sub-chapters** To assess the quality of the corpus, sets of
key-papers were selected by the experts to verify if these are in
the corpus. These key-papers were selected per chapter / sub-chapter
to ensure that the corpus is representative of each chapter.}
}
For attribution, please cite this work as:
Krug, Rainer M. 2024. “Data Management Report Transformative
Change Assessment Corpus - SOD.”Report Transformative Change
Assessment Corpus. https://doi.org/10.5281/zenodo.10251349.
